{ "cells": [ { "cell_type": "markdown", "id": "b22b9e02420e4ce9", "metadata": {}, "source": [ "# Q Peak Plotting Example" ] }, { "cell_type": "markdown", "id": "614935cfb91070e", "metadata": {}, "source": [ "## Setup and imports" ] }, { "cell_type": "code", "execution_count": 1, "id": "75b0befd1b28a5cc", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from fau_colors import cmaps\n", "\n", "from pepbench.algorithms.ecg import QPeakExtractionVanLien2013\n", "from pepbench.example_data import get_example_dataset\n", "from pepbench.plotting.algorithms import plot_q_peak_extraction_vanlien2013\n", "\n", "%matplotlib inline\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "id": "69eeba8e06389e06", "metadata": {}, "source": [ "## Plotting style" ] }, { "cell_type": "code", "execution_count": 2, "id": "813b12b2cc9b307d", "metadata": { "ExecuteTime": { "end_time": "2026-03-31T09:15:53.461235Z", "start_time": "2026-03-31T09:15:53.426769Z" } }, "outputs": [], "source": [ "plt.close(\"all\")\n", "palette = sns.color_palette(cmaps.faculties)\n", "sns.set_theme(context=\"notebook\", style=\"ticks\", font=\"sans-serif\", palette=palette)\n", "plt.rcParams[\"figure.figsize\"] = (10, 5)" ] }, { "cell_type": "markdown", "id": "7bd732918cfdeba6", "metadata": {}, "source": [ "## Load Example Dataset" ] }, { "cell_type": "code", "execution_count": 3, "id": "b37331b7532bc8b9", "metadata": { "ExecuteTime": { "end_time": "2026-03-31T09:15:52.646273Z", "start_time": "2026-03-31T09:15:52.455959Z" } }, "outputs": [ { "data": { "text/html": [ "

ExampleDataset [2 groups/rows]

\n", "
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participant
0VP_001
1VP_002
\n", "
" ], "text/plain": [ "ExampleDataset [2 groups/rows]\n", "\n", " participant\n", " 0 VP_001\n", " 1 VP_002" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset = get_example_dataset(return_clean=True)\n", "dataset" ] }, { "cell_type": "markdown", "id": "a095dbd4f401c8e8", "metadata": {}, "source": [ "Select the first datapoint" ] }, { "cell_type": "code", "execution_count": 5, "id": "a784946e913c7949", "metadata": {}, "outputs": [ { "data": { "text/html": [ "

ExampleDataset [1 groups/rows]

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participant
0VP_001
\n", "
" ], "text/plain": [ "ExampleDataset [1 groups/rows]\n", "\n", " participant\n", " 0 VP_001" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "datapoint = list(dataset)[0]\n", "datapoint" ] }, { "cell_type": "markdown", "id": "77bb6c78e2c82744", "metadata": {}, "source": [ "## Run Q-peak extraction (Van Lien 2013)" ] }, { "cell_type": "code", "execution_count": 6, "id": "a8db9d3bea71c644", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "QPeakExtractionVanLien2013(handle_missing_events='warn', time_interval_ms=40)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "q_algo = QPeakExtractionVanLien2013()\n", "# use the computed heartbeat segmentation\n", "q_algo.extract(ecg=datapoint.ecg, heartbeats=datapoint.heartbeats, sampling_rate_hz=datapoint.sampling_rate_ecg)" ] }, { "cell_type": "markdown", "id": "f0cafa82db21cf1f", "metadata": {}, "source": [ "## Inspect detected points (first rows)" ] }, { "cell_type": "code", "execution_count": 7, "id": "112176491a976896", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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q_peak_samplenan_reason
heartbeat_id
0145<NA>
1572<NA>
2993<NA>
31389<NA>
41782<NA>
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" ], "text/plain": [ " q_peak_sample nan_reason\n", "heartbeat_id \n", "0 145 \n", "1 572 \n", "2 993 \n", "3 1389 \n", "4 1782 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(q_algo.points_.head())" ] }, { "cell_type": "markdown", "id": "b1701c89d299e431", "metadata": {}, "source": [ "## Plot a few heartbeats to visualise detected Q-peaks\n", "determine the first three heartbeat_ids available in the reference_heartbeats index" ] }, { "cell_type": "code", "execution_count": 8, "id": "bd55d52707361433", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting heartbeat ids: [0, 1, 2]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d11150642c8147b1b76e33d73d401201", "version_major": 2, "version_minor": 0 }, "image/png": 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hb_ids = list(datapoint.reference_heartbeats.index.get_level_values(\"heartbeat_id\").unique())[:3]\n", "print(\"Plotting heartbeat ids:\", hb_ids)\n", "fig, ax = plot_q_peak_extraction_vanlien2013(datapoint, heartbeat_subset=hb_ids, normalize_time=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "f074d74fee30d488", "metadata": {}, "source": [ "## Lower-level plotting helpers\n", "Demonstrate the primitive plotting helpers that are used by the high-level plotting wrappers. This shows how to add R/Q peaks and ICG C/B points and heartbeat borders manually on axes." ] }, { "cell_type": "code", "execution_count": 9, "id": "9cc9671468976da1", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8f598a7462b140ccacca546c2fdf0c63", "version_major": 2, "version_minor": 0 }, "image/png": 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", "text/html": [ "\n", "
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normalize_time=False, heartbeat_subset=hb_ids)\n", "# relative heartbeats for the subset\n", "heartbeats_rel = _get_heartbeats(datapoint, heartbeat_subset=hb_ids, normalize=True)\n", "# heartbeat border x positions\n", "heartbeat_borders = _get_heartbeat_borders(ecg_data, heartbeats_rel)\n", "\n", "# reference labels for Q/B points adjusted to the subset\n", "refs = _get_reference_labels(datapoint, heartbeat_subset=hb_ids)\n", "q_ref = refs[\"q_peaks\"]\n", "b_ref = refs[\"b_points\"]\n", "\n", "# compute C-points for the ICG subset using the scipy find-peaks C-point extractor\n", "c_algo = CPointExtractionScipyFindPeaks()\n", "# extract on the sliced icg and the relative heartbeats\n", "c_algo.extract(icg=icg_data, heartbeats=heartbeats_rel, sampling_rate_hz=datapoint.sampling_rate_icg)\n", "c_points = c_algo.points_[\"c_point_sample\"].dropna().astype(int)\n", "\n", "# Now plot ECG (top) and ICG (bottom) and overlay markers using the low-level helpers\n", "fig, axs = plt.subplots(nrows=2, sharex=True, figsize=(10, 6))\n", "\n", "# ECG top\n", "axs[0].plot(ecg_data.index, ecg_data.squeeze(), color=cmaps.tech[1], label=\"ECG\")\n", "_add_ecg_r_peaks(ecg_data, heartbeats_rel[\"r_peak_sample\"], ax=axs[0], r_peak_marker=\"X\", r_peak_color=cmaps.tech[3])\n", "_add_ecg_q_peaks(ecg_data, q_ref, ax=axs[0], q_peak_marker=\"o\", q_peak_color=cmaps.tech[4])\n", "_add_heartbeat_borders(heartbeat_borders, ax=axs[0], heartbeat_border_color=cmaps.tech[2])\n", "axs[0].set_ylabel(\"ECG amplitude\")\n", "axs[0].legend()\n", "\n", "# ICG bottom\n", "axs[1].plot(icg_data.index, icg_data.squeeze(), color=cmaps.tech[0], label=\"ICG\")\n", "_add_icg_c_points(icg_data, c_points, ax=axs[1], c_point_marker=\"X\", c_point_color=cmaps.tech[3])\n", "_add_icg_b_points(icg_data, b_ref, ax=axs[1], b_point_marker=\"o\", b_point_color=cmaps.tech[4])\n", "_add_heartbeat_borders(heartbeat_borders, ax=axs[1], heartbeat_border_color=cmaps.tech[2])\n", "axs[1].set_ylabel(\"ICG amplitude\")\n", "axs[1].legend()\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b6e566f31d9b63da", "metadata": {}, "source": [ "## Normalize time\n", "Show how time-normalization affects plotted signals and helper indices: raw indices vs seconds-from-zero." ] }, { "cell_type": "code", "execution_count": 10, "id": "16cd324f5294caa2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Raw ECG index sample (first 5): [Timestamp('2018-02-16 10:45:04.972000+0100', tz='UTC+01:00'), Timestamp('2018-02-16 10:45:04.974000+0100', tz='UTC+01:00'), Timestamp('2018-02-16 10:45:04.976000+0100', tz='UTC+01:00'), Timestamp('2018-02-16 10:45:04.978000+0100', tz='UTC+01:00'), Timestamp('2018-02-16 10:45:04.980000+0100', tz='UTC+01:00')]\n", "Normalized ECG index sample (first 5): [0.0, 0.002, 0.004, 0.006, 0.008]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5c4ff17d2821437c9e3dda1c6b5ce191", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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